Will's Journal.
Automation Staging for n8n: Prove Failure Cases Before Customers Feel Them
n8n has no built-in staging env — use a second instance or project, separate credentials, pinned data, and a promotion checklist before production edits.
AI Visibility AEO vs SEO: Same Crawl, Different Scoreboard
No — AEO is not SEO renamed. Shared crawl work still matters; the scoreboard shifts from rank and CTR to citations, share of voice, and answer accuracy.
Automation Human-in-the-Loop Approvals That Do Not Become Bottlenecks
Design human-in-the-loop approval workflows in n8n that keep control on irreversible actions without turning ops into a ticket graveyard.
AI Agents Agent Memory Patterns: What to Persist, What to Forget
Agent memory is a policy, not a bigger context window. Persist identifiers and approved facts; forget scratch and failed conclusions; promote to long-term only on purpose.
Websites Put Merch Where Checkout Wins — Keep Brand Where Fans Decide
Put merch checkout on Shopify where carts and drops win; keep the artist website as the brand surface where fans decide who you are before they buy anything.
AI Visibility Content Clusters Built for AI Visibility, Not Just Rankings
AEO content clusters map buyer questions to a pillar and spokes with answer-first structure — so models can cite you, not just rank a keyword.
AI Agents Golden Sets from Production Failures: Turn Bad Runs into Regression Fuel
Turn a bad production agent run into a regression test by harvesting the trace into a stubbed fixture with a clear pass criterion.
Websites Framer vs Webflow vs Custom: Picking the Stack for the Job
A practical 2026 comparison of Framer, Webflow, and custom stacks for brand sites — choose by constraint, editors, motion, and lifespan.
Automation Lead Routing Automations That Sales Teams Do Not Mute
Build automated lead routing that sales teams trust: clear rules, useful alerts, CRM hygiene, and n8n patterns that avoid mute-worthy noise.
Automation OAuth Tokens Will Expire: Stop Silent 401 Loops in Production
n8n refreshes OAuth reactively on tokenExpiredStatusCode (default 401). Pause on auth failure, prefer service accounts, and stop quiet overnight 401 loops.
AI Visibility Measuring AI Search Visibility When Rank Tracking Is Not Enough
AEO KPIs need a prompt panel, citation logging, and share-of-voice against competitors — rank tracking alone misses ChatGPT and Perplexity.
AI Visibility Block Training Bots if You Want — Don’t Accidentally Block Being Cited
Block GPTBot for training if you want — keep OAI-SearchBot allowed for ChatGPT search citations. Google-Extended does not control Google Search indexing.